Research Output

Publications

Selected peer-reviewed publications, preprints, and conference papers with abstracts, DOI links, code, and supporting materials.

Ren, K., Song, Y.^*, Yu, Q.^*, 2025. Second-dimension outliers for spatial prediction. International Journal of Geographical Information Science, pp.1-28. Top Journal in Zone 1, IF 5.1 DOI
Ren, K., Song, Y.^*, Li, L., Mancini, F., Xiao, Z., Zhang, X., Qu, R., Yu, Q.^*, 2025. Identifying climate and environmental determinants of spatial disparities in wheat production using a geospatial machine learning model. GIScience & Remote Sensing, 62(1): 2533487. Top Journal in Zone 1, IF 6.9 DOI
Yang, X., Song, Y., Yoo, C., Ren, K., Wu, P., 2025. Irregular anisotropy in surface urban heat island footprint. Sustainable Cities and Society, p.106779. DOI
Yang, L., Luo, P., Zhang, Z., Song, Y., Ren, K., Zhang, C., Awange, J., Atkinson, P.M. and Meng, L., 2024. A spatio-temporal unmixing with heterogeneity model for the identification of remotely sensed MODIS aerosols: Exemplified by the case of Africa. International Journal of Applied Earth Observation and Geoinformation, 132, p.104068. DOI
Zhang, X., Song, Y., Dewan, A., Guo, Z., Cao, X., Bie, Q., Xie, Y., Ma, X., Ren, K., Zhang, H., Xi, G. and He, L., 2024. Ecological influence of oasisation on peripheral regions. International Journal of Applied Earth Observation and Geoinformation, 132, p.104004. DOI

Ren, K., Song, Y. and Yu, Q. (2025). A Novel Geospatial Machine Learning Approach for Uncovering Wheat Production Disparities: Evidence from Australia. The 11th International Conference on Innovative Production and Construction (IPC2025). Perth, Australia.
Ren, K., Song, Y. and Yu, Q. (2024). Assessing the Impact of ENSO and Indian Ocean Dipole on Australian Bushfires Using RandomForests. 2024 American Geophysical Union (AGU24). Washington, D.C., USA.
Ren, K. and Song, Y. (2023). Local spatial heterogeneity of Wheat Yields in Western Australia. In Proceedings of City+2023@Perth International Conference on Geospatial Big Data and Artificial Intelligence for Cities. Perth, Curtin University, Australia.

Software Name	Registration	Date
Structural Surface Recognition and Intelligent Analysis System of Layered Geological Body	2019SR0706808	Jul.2019
Dianchi Lake Water Body Cyanobacteria Bloom Drift Simulation System	2018SR955442	Nov.2018
Simulation System of Total Suspended Solids in Large Water Bodies	2018SR798096	Oct.2018
Hydrogeological Modeling and Simulation System	2017SR427979	Aug.2017
3D Modeling and Analysis System of Underground Space	2017SR431955	Aug.2017
Multi-Dimensional Grid Adaptive Generation System For Geoscience Simulation	2017SR374939	Jul.2017
Dynamic Visualization System For Geoscience Model Simulation	2017SR374929	Jul.2017

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